| Literature DB >> 31432094 |
He Li1, Hong-Quan Wan2, Hai-Jun Zhao1, Shu-Xin Luan2, Chun-Guo Zhang1.
Abstract
Neuropathic pain (NP) is a complex, chronic pain condition caused by injury or dysfunction affecting the somatosensory nervous system. This study aimed to identify crucial genes and miRNAs involved in NP. Microarray data (access number GSE91396) were downloaded from the Gene Expression Omnibus (GEO). Murine RNA‑seq samples from three brain regions [nucleus accumbens, (NAc); medial prefrontal cortex, (mPFC) and periaqueductal gray, (PAG)]were compared between the spared nerve injury (SNI) model and a sham surgery. After data normalization, differentially expressed RNAs were screened using the limma package and functional enrichment analysis was performed with Database for Annotation, Visualization and Integrated Discovery. The microRNA (miRNA/miR)‑mRNA regulatory network and miRNA‑target gene‑pathway regulatory network were constructed using Cytoscape software. A total of 2,776 differentially expressed RNAs (219 miRNAs and 2,557 mRNAs) were identified in the SNI model compared with the sham surgery group. A total of two important modules (red and turquoise module) were found to be related to NP using weighed gene co‑expression network analysis (WGCNA) for the 2,325 common differentially expressed RNAs in three brain regions. The differentially expressed genes (DEGs) in the miRNA‑mRNA regulatory network were significantly enriched in 21 Gene Ontology terms and five pathways. A total of four important DEGs (CXCR2, IL12B, TNFSF8 and GRK1) and five miRNAs (miR‑208a‑5p, miR‑7688‑3p, miR‑344f‑3p, miR‑135b‑3p and miR‑135a‑2‑3p) were revealed according to the miRNA‑target gene‑pathway regulatory network to be related to NP. Four important DEGs (CXCR2, IL12B, TNFSF8 and GRK1) and five miRNAs (miR‑208a‑5p, miR‑7688‑3p, miR‑344f‑3p, miR‑135b‑3p and miR‑135a‑2‑3p) were differentially expressed in SNI, indicating their plausible roles in NP pathogenesis.Entities:
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Year: 2019 PMID: 31432094 PMCID: PMC6713433 DOI: 10.3892/ijmm.2019.4305
Source DB: PubMed Journal: Int J Mol Med ISSN: 1107-3756 Impact factor: 4.101
Figure 1Data normalization and cluster analysis for differentially expressed RNAs. (A) Data before normalization. (B) Data after normalization. Volcano and clustering heatmaps for the differential expressed RNAs in three distinct regions of brain samples (C) NAc and (D) mPFC. Volcano and clustering heatmaps for the differential expressed RNAs in three distinct regions of brain samples (E) PAG. The horizontal axis in Volcano represents log2FC; vertical axis refers to −1*log10 (P-value). Red triangles and blue triangles represent the significantly upregulated and downregulated RNAs respectively in SNI samples. Black dots represent the RNAs that are not differentially expressed. Crosswise red dashed lines represent threshold of P=0.05 and vertical red dashed lines refer to the threshold of |log2FC|=0.585. FPKM, fragments per kilobase per million mapped reads; NAc, nucleus accumbens; mPFC, medial prefrontal cortex; PAG, periaqueductal gray; FC, fold-change; SNI, spared nerve injury.
Differentially expressed mRNAs and miRNAs in three distinct brain regions (NAc, mPFC, PAG) related to neuropathic pain.
| Type | NAc
| mPFC
| PAG
| |||
|---|---|---|---|---|---|---|
| Down | Up | Down | Up | Down | Up | |
| miRNA | 50 | 50 | 49 | 56 | 7 | 7 |
| mRNA | 489 | 491 | 437 | 422 | 95 | 623 |
| Total | 539 | 541 | 486 | 478 | 102 | 630 |
| 1,080 | 964 | 732 | ||||
miRNA, microRNA; NAc, nucleus accumbens; PAG, periaqueductal grey; medial prefrontal cortex.
Figure 2GO functional and KEGG pathway enrichment analysis for the differentially expressed genes related to neuropathic pain. The pie chart slice sizes correspond to the number of annotated differentially expressed genes. GO functional enrichment analysis results for the differentially expressed genes in three distinct regions of brain (A) NAc, (B) mPFC and periaqueductal gray, (C) PAG. The yellow, pink and green colors represent Biological Process, Molecular Function and Cellular Component, respectively. (D) KEGG pathway enrichment analysis results for the differentially expressed genes in three distinct regions of brain (NAc, mPFC and PAG). The pink, yellow and green represent NAc, mPFC and PAG groups, respectively, and black dots represent -log2 (P-value). GO, gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes; NAc, nucleus accumbens; mPFC, medial prefrontal cortex; PAG, periaqueductal gray.
Figure 3Differentially expressed RNAs-identification and critical functional modules analysis. (A) Venn diagram of differentially expressed RNAs in three brain regions (NAc, mPFC and PAG). (B) The adjacency function definition for the RNAs: Left chart represents the power selection diagram of the adjacency matrix weight parameter. The horizontal axis represents the weight parameters power, while the vertical axis represents the square values of correlation coefficient between log (k) and log [p (k)]. The red line represents the standard as the square value reached 0.9. The right chart represents the mean connectivity of RNAs under a different adjacency matrix weight parameter. The red line shows that the average connection degree of the node is under differential values of power parameter. (C) Identification of major functional modules. The left chart refers to a cluster dendrogram based on the dynamic tree. Each dendrogram color represents a unique module. The right chart represents the heatmap for the correlation between each module and clinical factors. The number in the grid represents the correlation coefficient while the number in parentheses represents P-value. NAc, nucleus accumbens; mPFC, medial prefrontal cortex; PAG, periaqueductal gray.
Differentially expressed RNAs in gene modules related to neuropathic pain.
| Module color | Correlation with disease | P-value | #RNA | #miRNA | #mRNA |
|---|---|---|---|---|---|
| Blue | −0.32 | 2.0×10−63 | 412 | 11 | 401 |
| Brown | −0.79 | <0.0001 | 209 | 11 | 198 |
| Green | −0.05 | 6.0×10−3 | 87 | 0 | 87 |
| Grey | −0.10 | 2.0×10−7 | 665 | 118 | 547 |
| Red | 0.33 | 4.0×10−66 | 71 | 2 | 69 |
| Turquoise | 0.82 | <0.0001 | 781 | 31 | 750 |
| Yellow | −0.31 | 7.0×10−59 | 100 | 0 | 100 |
Correlations between the RNA module and disease were calculated using weighed gene co-expression network analysis package version 1.61 in R3.4.1 software (cran.r-project.org/web/packages/WGCNA/).
GO terms and KEGG pathways for the differential expressed mRNAs in module-red and module-turquoise.
| A, Biology process
| ||
|---|---|---|
| Term | Count | P-value |
| GO:0006955 immune response | 33 | 6.36×10−5 |
| GO:0007218 neuropeptide signaling pathway | 11 | 2.01×10−4 |
| GO:0009611 response to wounding | 25 | 4.02×10−4 |
| GO:0006952 defense response | 29 | 7.03×10−4 |
| GO:0006814 sodium ion transport | 13 | 7.38×10−4 |
| GO:0042742 defense response to bacterium | 12 | 7.42×10−4 |
| GO:0050954 sensory perception of mechanical stimulus | 11 | 7.70×10−4 |
| GO:0007605 sensory perception of sound | 10 | 1.55×10−3 |
| GO:0009617 response to bacterium | 14 | 1.78×10−3 |
| GO:0006954 inflammatory response | 17 | 2.72×10−3 |
| GO:0006811 ion transport | 38 | 3.05×10−3 |
| GO:0007601 visual perception | 10 | 5.42×10−3 |
| GO:0050953 sensory perception of light stimulus | 10 | 5.79×10−3 |
| GO:0002684 positive regulation of immune system process | 15 | 7.24×10−3 |
| GO:0007155 cell adhesion | 30 | 9.03×10−3 |
| GO:0022610 biological adhesion | 30 | 9.42×10−3 |
| GO:0007423 sensory organ development | 17 | 9.56×10−3 |
| GO:0030182 neuron differentiation | 23 | 1.06×10−2 |
GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes; ECM, extracellular matrix; TGF, transforming growth factor.
Figure 4Functional and pathway enrichment analysis for differentially expressed mRNAs in turquoise and red modules. (A) GO functional and (B) KEGG pathway analyses of the differentially expressed mRNAs in turquoise and red modules. The horizontal axis refers to the number of mRNAs in functional analysis, while the vertical axis represents GO terms and KEGG pathway categories. The colors range from red to green, representing the change in P-values from low to high. GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes.
Figure 5Construction and analyses of miRNA-mRNA regulatory network. (A) The miRNA-mRNA regulatory network: The squares and circles represent miRNAs and mRNAs respectively, and the node colors from green to red indicate change from downregulated to upregulated in gene expression. The red 'T' shape represents a negative connection between miRNA and mRNA. The gray solid line refers to a positive connection. (B) GO analysis for the differential expressed mRNAs in miRNA-mRNA regulatory network. The horizontal axis refers to the number of mRNAs in functional analysis, while the vertical axis represents GO terms. The colors range from red to green, representing the change in P-values from low to high. (C) The pie chart of KEGG pathway analysis results: Each part represents one pathway category, while the number refers to the number of mRNAs. miRNA/miR, microRNA; GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes.
GO terms and KEGG pathways for the critical genes in mRNA-microRNA regulatory network.
| A, Biology process
| |||
|---|---|---|---|
| Term | Count | P-value | Genes |
| GO:0042129 regulation of T cell proliferation | 3 | 0.011 | FOXJ1, IL12B, SPN |
| GO:0042981 regulation of apoptosis | 6 | 0.016 | COL18A1, PLEKHF1, GFRAL, MGMT, |
| COL2A1, SPN | |||
| GO:0043067 regulation of programmed cell death | 6 | 0.017 | COL18A1, PLEKHF1, GFRAL, MGMT, COL2A1, SPN |
| GO:0010941 regulation of cell death | 6 | 0.017 | COL18A1, PLEKHF1, GFRAL, MGMT, COL2A1, SPN |
| GO:0030217 T cell differentiation | 3 | 0.018 | CD3D, IL12B, SPN |
| GO:0032944 regulation of mononuclear cell proliferation | 3 | 0.020 | FOXJ1, IL12B, SPN |
| GO:0050670 regulation of lymphocyte proliferation | 3 | 0.020 | FOXJ1, IL12B, SPN |
| GO:0070663 regulation of leukocyte proliferation | 3 | 0.021 | FOXJ1, IL12B, SPN |
| GO:0007601 visual perception | 3 | 0.031 | OPN5, PDE6G, CNGB3 |
| GO:0050953 sensory perception of light stimulus | 3 | 0.031 | OPN5, PDE6G, CNGB3 |
| GO:0050863 regulation of T cell activation | 3 | 0.035 | FOXJ1, IL12B, SPN |
| GO:0002820 negative regulation of adaptive immune response | 2 | 0.035 | FOXJ1, SPN |
| GO:0002704 negative regulation of leukocyte mediated immunity | 2 | 0.037 | FOXJ1, SPN |
| GO:0002707 negative regulation of lymphocyte mediated immunity | 2 | 0.037 | FOXJ1, SPN |
| GO:0030098 lymphocyte differentiation | 3 | 0.038 | CD3D, IL12B, SPN |
| GO:0042110 T cell activation | 3 | 0.040 | CD3D, IL12B, SPN |
| GO:0045061 thymic T cell selection | 2 | 0.040 | CD3D, SPN |
| GO:0042325 regulation of phosphorylation | 4 | 0.044 | DOK7, RAPGEF3, PDE6G, GRK1 |
| GO:0002520 immune system development | 4 | 0.046 | CD3D, FOXJ1, IL12B, SPN |
| GO:0051174 regulation of phosphorus metabolic process | 4 | 0.048 | DOK7, RAPGEF3, PDE6G, GRK1 |
| GO:0019220-regulation of phosphate metabolic process | 4 | 0.048 | DOK7, RAPGEF3, PDE6G, GRK1 |
Overlapping pathways identified by comparing pathways selected from Comparative Toxicogenomics Database with enriched KEGG pathways. GO, Gene Ontology; KEGG, Kyoto Encyclopedia of genes and genomes.
Figure 6mRNA-miRNA-pathway regulatory network. The square, circle and rhombus shapes represent miRNA, mRNA, and pathway respectively. The variation of node colors from green to red indicates change from down-regulated to up-regulated in gene expression. The red 'T' shape represents a negative connection between miRNA and mRNA. The black arrow represents a connection between mRNA and the participating pathway. miRNA/miR, microRNA.